{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parser(s):\n",
    "    return datetime.strptime(s, '%Y-%m')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df = pd.read_csv('ice_cream_vs_heater.csv', parse_dates=[0], index_col=0, squeeze=True, date_parser=parser)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df = ice_cream_heater_df.asfreq(pd.infer_freq(ice_cream_heater_df.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_series = ice_cream_heater_df.heater"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Month\n",
       "2004-01-01    27\n",
       "2004-02-01    18\n",
       "2004-03-01    14\n",
       "2004-04-01    13\n",
       "2004-05-01    13\n",
       "              ..\n",
       "2020-02-01    34\n",
       "2020-03-01    25\n",
       "2020-04-01    25\n",
       "2020-05-01    27\n",
       "2020-06-01    24\n",
       "Freq: MS, Name: heater, Length: 198, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heater_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_series(series):\n",
    "    plt.figure(figsize=(12,6))\n",
    "    plt.plot(heater_series, color='red')\n",
    "    plt.ylabel('Search Frequency for \"Heater\"', fontsize=16)\n",
    "\n",
    "    for year in range(2004, 2021):\n",
    "        plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_series(heater_series)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg, dev = heater_series.mean(), heater_series.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_series = (heater_series - avg) / dev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x17d2fb23888>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_series(heater_series)\n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Take First Difference to Remove Trend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_series = heater_series.diff().dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x17d2fbd7c88>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_series(heater_series)\n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove Increasing Volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "annual_volatility = heater_series.groupby(heater_series.index.year).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Month\n",
       "2004    0.415481\n",
       "2005    0.474527\n",
       "2006    0.400148\n",
       "2007    0.359839\n",
       "2008    0.396182\n",
       "2009    0.499810\n",
       "2010    0.459566\n",
       "2011    0.443924\n",
       "2012    0.471104\n",
       "2013    0.503587\n",
       "2014    0.855743\n",
       "2015    0.569441\n",
       "2016    0.719843\n",
       "2017    0.830886\n",
       "2018    0.987221\n",
       "2019    0.892991\n",
       "2020    0.426657\n",
       "Name: heater, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annual_volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_annual_vol = heater_series.index.map(lambda d: annual_volatility.loc[d.year])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([0.41548104705328814, 0.41548104705328814, 0.41548104705328814,\n",
       "              0.41548104705328814, 0.41548104705328814, 0.41548104705328814,\n",
       "              0.41548104705328814, 0.41548104705328814, 0.41548104705328814,\n",
       "              0.41548104705328814,\n",
       "              ...\n",
       "               0.8929910269067826,  0.8929910269067826,  0.8929910269067826,\n",
       "               0.8929910269067826, 0.42665652301411977, 0.42665652301411977,\n",
       "              0.42665652301411977, 0.42665652301411977, 0.42665652301411977,\n",
       "              0.42665652301411977],\n",
       "             dtype='float64', name='Month', length=197)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heater_annual_vol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_series = heater_series / heater_annual_vol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x17d2feb0b48>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_series(heater_series)\n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove Seasonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_avgs = heater_series.groupby(heater_series.index.month).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Month\n",
       "1    -0.428360\n",
       "2    -1.483129\n",
       "3    -1.063595\n",
       "4    -0.442926\n",
       "5    -0.121663\n",
       "6    -0.128425\n",
       "7    -0.107093\n",
       "8     0.075720\n",
       "9     0.544638\n",
       "10    1.613170\n",
       "11    1.183118\n",
       "12    0.491641\n",
       "dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "month_avgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_month_avg = heater_series.index.map(lambda d: month_avgs.loc[d.month])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([  -1.483129277176665,  -1.0635953355687688, -0.44292637101368243,\n",
       "               -0.1216626157216479, -0.12842542811874375, -0.10709260508002617,\n",
       "               0.07572031336904017,   0.5446384049209764,   1.6131699911888606,\n",
       "                1.1831180641276993,\n",
       "              ...\n",
       "                0.5446384049209764,   1.6131699911888606,   1.1831180641276993,\n",
       "                0.4916411242912191,  -0.4283597874466263,   -1.483129277176665,\n",
       "               -1.0635953355687688, -0.44292637101368243,  -0.1216626157216479,\n",
       "              -0.12842542811874375],\n",
       "             dtype='float64', name='Month', length=197)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heater_month_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "heater_series = heater_series - heater_month_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x17d2fd39788>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_series(heater_series)\n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
